Literature DB >> 36227399

Developmental Models of Depression, Externalizing Problems, and Self-regulatory Processes: Integrated Data Analysis Across Four Longitudinal Studies of Youth.

Kelsey E Magee1, Arin Connell2, Alison E Hipwell3,4, Daniel Shaw4, Erika Westling5, Kate Keenan6, Elizabeth Stormshak7, Thao Ha8, Stephanie Stepp3,4.   

Abstract

Integrative data analysis (IDA) was used to derive developmental models of depression, externalizing problems, and self-regulatory processes in three prevention trials of the Family Check-Up and one longitudinal, community-based study of girls over a 10-year span covering early to late adolescence (N = 4,773; 74.9% female, 41.7% white). We used moderated nonlinear factor analysis to create harmonized scores based on all available items for a given participant in the pooled dataset while accounting for potential differences in both the latent factor and the individual items as a function of observed covariates. We also conducted latent growth model analyses to examine developmental trajectories of risk. Results indicated a bidirectional relationship between depression and externalizing problems, with greater baseline externalizing problems and depression predicting growth in inhibitory control difficulties. Furthermore, initial level of inhibitory control difficulties was associated with growth in depression. We did not, however, find a relationship between early inhibitory control difficulties and growth in externalizing problems. This work illustrates the utility of IDA techniques to harmonize data across multiple studies to identify risk factors for the development of depression and externalizing problems that can be targeted by prevention efforts.
© 2022. Society for Prevention Research.

Entities:  

Keywords:  Depression; Developmental models; Externalizing; Inhibitory control; Integrated data analysis (IDA); Moderated nonlinear factor analysis (MNLFA)

Year:  2022        PMID: 36227399     DOI: 10.1007/s11121-022-01441-w

Source DB:  PubMed          Journal:  Prev Sci        ISSN: 1389-4986


  21 in total

Review 1.  A conceptual framework for adaptive preventive interventions.

Authors:  Linda M Collins; Susan A Murphy; Karen L Bierman
Journal:  Prev Sci       Date:  2004-09

2.  Advantages of Integrative Data Analysis for Developmental Research.

Authors:  Sierra A Bainter; Patrick J Curran
Journal:  J Cogn Dev       Date:  2015-01

3.  A Moderated Nonlinear Factor Model for the Development of Commensurate Measures in Integrative Data Analysis.

Authors:  Patrick J Curran; James S McGinley; Daniel J Bauer; Andrea M Hussong; Alison Burns; Laurie Chassin; Kenneth Sher; Robert Zucker
Journal:  Multivariate Behav Res       Date:  2014-06       Impact factor: 5.923

4.  How do negative emotions impair self-control? A neural model of negative urgency.

Authors:  David S Chester; Donald R Lynam; Richard Milich; David K Powell; Anders H Andersen; C Nathan DeWall
Journal:  Neuroimage       Date:  2016-02-15       Impact factor: 6.556

5.  Long-term cross-over effects of the family check-up prevention program on child and adolescent depression: Integrative data analysis of three randomized trials.

Authors:  Arin M Connell; Kelsey Magee; Elizabeth Stormshak; Thao Ha; Erika Westling; Melvin Wilson; Daniel Shaw
Journal:  J Consult Clin Psychol       Date:  2021-09

6.  Long-Term Effects of the Family Check-Up in Early Adolescence on Risk of Suicide in Early Adulthood.

Authors:  Arin M Connell; Hannah N McKillop; Thomas J Dishion
Journal:  Suicide Life Threat Behav       Date:  2016-04

7.  Integrative data analysis: the simultaneous analysis of multiple data sets.

Authors:  Patrick J Curran; Andrea M Hussong
Journal:  Psychol Methods       Date:  2009-06

8.  Psychometric approaches for developing commensurate measures across independent studies: traditional and new models.

Authors:  Daniel J Bauer; Andrea M Hussong
Journal:  Psychol Methods       Date:  2009-06

9.  Reducing depression among at-risk early adolescents: three-year effects of a family-centered intervention embedded within schools.

Authors:  Arin M Connell; Thomas J Dishion
Journal:  J Fam Psychol       Date:  2008-08

10.  Indirect effects of the early childhood Family Check-Up on adolescent suicide risk: The mediating role of inhibitory control.

Authors:  Arin M Connell; Daniel Shaw; Melvin Wilson; Sarah Danzo; Chelsea Weaver-Krug; Kathryn Lemery-Chalfant; Thomas J Dishion
Journal:  Dev Psychopathol       Date:  2019-12
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